{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "34c0d2d7",
   "metadata": {},
   "source": [
    "## 0. 前置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4ab10100",
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b3f2a21",
   "metadata": {},
   "source": [
    "## 1. 数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cc5fb496",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ZHENGY~1\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.430 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    }
   ],
   "source": [
    "with open(r\"C:\\Users\\zhengyang\\learning\\python\\src\\data\\罗密欧与朱丽叶(英文版)莎士比亚.txt\", \"rt\") as in_file:\n",
    "    text = in_file.read()\n",
    "words = jieba.lcut(text)\n",
    "words = [i for i in words if len(i)>1 or i=='a']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7ab6bf1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "c = Counter(a=4, b=2, c=0, d=-2)\n",
    "word_freq=Counter(words)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c4a3683",
   "metadata": {},
   "source": [
    "## 2. 统计功能模块,Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49207822",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'the': 605, 'to': 491, 'and': 490, 'a': 404, 'of': 371, 'my': 311, 'is': 311, 'in': 286, 'that': 273, 'you': 269, 'me': 264, 'not': 246, 'thou': 236, 'with': 231, 'And': 229, 'be': 202, 'it': 190, 'this': 185, 'for': 164, 'Rom': 163, 'Romeo': 155, 'love': 145, 'thy': 145, 'her': 144, 'will': 138, 'thee': 137, 'his': 129, 'as': 121, 'Nurse': 119, 'so': 119, 'Jul': 117, 'have': 116, 'he': 110, 'What': 106, 'she': 101, 'but': 100, 'him': 100, 'shall': 94, 'll': 91, 'all': 90, 'by': 88, 'your': 88, 'night': 87, 'To': 86, 'But': 83, 'That': 82, 'Enter': 80, 'from': 80, 'Friar': 76, 'The': 73, 'no': 73, 'do': 72, 'on': 70, 'man': 70, 'what': 67, 'Tybalt': 65, 'Juliet': 65, 'Ben': 64, 'death': 63, 'an': 63, 'are': 63, 'at': 62, 'here': 62, 'good': 62, 'Mer': 62, 'For': 61, 'come': 60, 'more': 58, 'am': 57, 'our': 56, 'now': 55, 'then': 55, 'if': 54, 'up': 54, 'we': 53, 'sir': 53, 'Cap': 53, 'hath': 53, 'there': 53, 'would': 53, 'art': 51, 'say': 51, 'one': 50, 'My': 50, 'day': 50, 'too': 50, 'dead': 48, 'go': 47, 'their': 46, 'should': 46, 'out': 46, 'Capulet': 45, 'lady': 45, 'fair': 44, 'them': 44, 'some': 44, 'or': 43, 'they': 43, 'was': 43, 'Thou': 42, 'may': 42, 'well': 41, 'This': 41, 'such': 41, 'Prince': 40, 'tell': 39, 'Is': 38, 'must': 38, 'upon': 38, 'Come': 38, 'It': 38, 'yet': 38, 'when': 37, 'than': 37, 'Paris': 36, 'these': 36, 'much': 36, 'make': 36, 'let': 35, 'know': 35, 'As': 35, 'doth': 35, 'like': 35, 'In': 34, 'did': 34, 'Montague': 33, 'which': 33, 'Exit': 33, 'st': 33, 'Exeunt': 33, 'were': 33, 'can': 33, 'give': 33, 'God': 33, 'gone': 33, 'Lady': 32, 'Where': 32, 'take': 32, 'By': 32, 'nurse': 31, 'Why': 31, 'time': 31, 'see': 31, 'Which': 30, 'us': 30, 'How': 30, 'how': 30, 'Go': 30, 'No': 29, 'Wife': 29, 'If': 29, 'sweet': 29, 'Of': 29, 'heart': 29, 'Then': 29, 'word': 28, 'Ay': 28, 'back': 28, 'Or': 28, 'So': 28, 'light': 28, 'old': 27, 'house': 27, 'true': 27, 'men': 27, 'Here': 27, 'look': 27, 'again': 27, 'eyes': 27, 'mine': 27, 'She': 27, 'Mercutio': 26, 'where': 26, 'comes': 26, 'You': 26, 'er': 26, 'heaven': 26, 'dear': 26, 'name': 26, 'bed': 25, 'father': 25, 'hand': 25, 'Scene': 24, 'wilt': 24, 'With': 24, 'hast': 24, 'Now': 24, 'very': 24, 'speak': 24, 'An': 23, 'We': 23, 'stay': 23, 'die': 23, 'Par': 23, 'lord': 23, 'face': 23, 'Laurence': 22, 'life': 22, 'part': 22, 'hear': 22, 'Good': 22, 'hence': 22, 'two': 21, 'stand': 21, 'tis': 21, 'Well': 21, 'made': 21, 'He': 21, 'morrow': 21, 'cannot': 21, 'find': 21, 'young': 20, 'other': 20, 'Peter': 20, 'Samp': 20, 'Tis': 20, 'been': 20, 'lie': 20, 'call': 20, 'before': 20, 'tears': 20, 'think': 20, 'County': 20, 'bid': 20, 'son': 19, 'both': 19, 'away': 19, 'Who': 19, 'world': 19, 'earth': 19, 'married': 19, 'Thy': 19, 'Verona': 18, 'wife': 18, 'blood': 18, 'down': 18, 'cousin': 18, 'Serv': 18, 'eye': 18, 'holy': 18, 'Benvolio': 17, 'daughter': 17, 'They': 17, 'Do': 17, 'Tyb': 17, 'long': 17, 'own': 17, 'never': 17, 'lies': 17, 'lips': 17, 'alone': 17, 'kill': 17, 'cell': 17, 'slain': 17, 'banished': 17, 'friar': 17, 'friend': 16, 'live': 16, 'Therefore': 16, 'When': 16, 'Let': 16, 'keep': 16, 'grave': 16, 'breath': 16, 'hour': 16, 'sun': 16, 'early': 16, 'ill': 16, 'child': 16, 'had': 16, 'fall': 16, 'Shall': 16, 'There': 16, 'Mantua': 15, 'new': 15, 'Greg': 15, 'Nay': 15, 'peace': 15, 'villain': 15, 'those': 15, 'rest': 15, 'ere': 15, 'who': 15, 'Ah': 15, 'within': 15, 'pray': 15, 'mother': 15, 'till': 15, 'help': 15, 'Mother': 15, 'kinsman': 14, 'any': 14, 'myself': 14, 'poor': 14, 'talk': 14, 'Give': 14, 'Your': 14, 'lives': 14, 'head': 14, 'nothing': 14, 'Being': 14, 'Not': 14, 'thine': 14, 'Farewell': 14, 'said': 14, 'none': 14, 'another': 14, 'same': 14, 'soul': 14, 'gentleman': 14, 'woe': 14, 'use': 14, 'ring': 14, 'joy': 14, 'haste': 14, 'letter': 14, 'news': 14, 'Thursday': 14, 'Mus': 14, 'hands': 13, 'forth': 13, 'place': 13, 'fear': 13, 'hate': 13, 'most': 13, 'many': 13, 'soon': 13, 'still': 13, 'Be': 13, 'husband': 13, 'dost': 13, 'Marry': 13, 'faith': 13, 'thing': 13, 'put': 13, 'little': 13, 'Some': 13, 'sound': 13, 'Doth': 12, 'could': 12, 'being': 12, 'ever': 12, 'run': 12, 'law': 12, 'aside': 12, 'better': 12, 'master': 12, 'ho': 12, 'Hold': 12, 'Will': 12, 'red': 12, 'about': 12, 'Madam': 12, 'happy': 12, 'gentle': 12, 'grief': 12, 'leave': 12, 'wit': 12, 'One': 12, 'poison': 12, 'best': 12, 'Her': 12, 'late': 12, 'hither': 12, 'sin': 12, 'Watch': 12, 'lay': 11, 'makes': 11, 'off': 11, 'bear': 11, 'morning': 11, 'nor': 11, 'beauty': 11, 'madam': 11, 'whose': 11, 'without': 11, 'years': 11, 'warrant': 11, 'marriage': 11, 'watch': 11, 'shame': 11, 'tongue': 11, 'send': 11, 'Hath': 11, 'body': 11, 'Death': 11, 'John': 10, 'ears': 10, 'wall': 10, 'maid': 10, 'show': 10, 'marry': 10, 'Have': 10, 'Mon': 10, 'shalt': 10, 'ground': 10, 'heavy': 10, 'himself': 10, 'sleep': 10, 'weep': 10, 'else': 10, 'rich': 10, 'kiss': 10, 'black': 10, 'mad': 10, 'His': 10, 'Rosaline': 10, 'calls': 10, 'done': 10, 'dream': 10, 'Than': 10, 'straight': 10, 'boy': 10, 'swear': 10, 'ye': 10, 'twenty': 10, '.-': 10, 'pale': 10, 'says': 10, 'silver': 10, 'tomb': 10, 'bring': 10, 'All': 10, 'Pet': 10, 'hours': 9, 'mean': 9, 'quarrel': 9, 'Take': 9, 'foot': 9, 'On': 9, 'case': 9, 'set': 9, 'came': 9, 'into': 9, 'chamber': 9, 'Yet': 9, 'first': 9, 'arm': 9, 'Nor': 9, 'only': 9, 'forget': 9, 'way': 9, 'mistress': 9, 'comfort': 9, 'great': 9, 'saw': 9, 'against': 9, 'sight': 9, 'days': 9, 'need': 9, 'high': 9, 'once': 9, 'flower': 9, 'every': 9, 'above': 9, 'ne': 9, 'More': 9, 'pardon': 9, 'music': 9, 'full': 9, 'thought': 9, 'vault': 9, 'Bal': 9, 'ancient': 8, 'end': 8, 'draw': 8, 'move': 8, 'turn': 8, 'bite': 8, 'three': 8, 'mind': 8, 'found': 8, 'clouds': 8, 'counsel': 8, 'means': 8, 'At': 8, 'hide': 8, 'bound': 8, 'get': 8, 'even': 8, 'though': 8, 'last': 8, 'desperate': 8, 'book': 8, 'merry': 8, 'Stay': 8, 'why': 8, 'torch': 8, 'times': 8, 'bosom': 8, 'meet': 8, 'answer': 8, 'Look': 8, 'sorrow': 8, 'woes': 8, 'bones': 8, 'goose': 8, 'Lord': 8, 'banishment': 8, 'dagger': 8, 'heads': 7, 'houses': 7, 'Man': 7, 'Balthasar': 7, 'lovers': 7, 'fearful': 7, 'mark': 7, 'therefore': 7, 'feel': 7, 'flesh': 7, 'sword': 7, 'fire': 7, 'bloody': 7, 'Till': 7, 'home': 7, 'noble': 7, 'air': 7, 'short': 7, 'loving': 7, 'sick': 7, 'sea': 7, 'near': 7, 'hit': 7, 'canst': 7, 'behold': 7, 'stars': 7, 'dark': 7, 'writ': 7, 'ask': 7, 'since': 7, 'fool': 7, 'thousand': 7, 'Can': 7, 'beseech': 7, 'measure': 7, 'Too': 7, 'tender': 7, 'ear': 7, 'vile': 7, 'gentlemen': 7, 'play': 7, 'hot': 7, 'sit': 7, 'past': 7, 'indeed': 7, 'looks': 7, 'orchard': 7, 'thyself': 7, 'words': 7, 'Alack': 7, 'farewell': 7, 'sudden': 7, 'next': 7, 'enough': 7, 'because': 7, 'others': 7, 'corse': 7, 'monument': 7, 'woful': 7, 'churchyard': 7, 'From': 6, 'moved': 6, 'dog': 6, 'stir': 6, 'shows': 6, 'maids': 6, 'thumb': 6, 'serve': 6, 'remember': 6, 'fight': 6, 'beat': 6, 'Capulets': 6, 'Old': 6, 'noise': 6, 'foe': 6, 'Speak': 6, 'close': 6, 'hurt': 6, 'might': 6, 'seen': 6, 'deep': 6, 'prove': 6, 'envious': 6, 'See': 6, 'Was': 6, 'having': 6, 'Out': 6, 'cold': 6, 'breast': 6, 'Love': 6, 'Tell': 6, 'unto': 6, 'These': 6, 'II': 6, 'fourteen': 6, 'feast': 6, 'fortune': 6, 'brother': 6, 'match': 6, 'III': 6, 'Call': 6, 'girl': 6, 'matter': 6, 'awhile': 6, 'age': 6, 'took': 6, 'Wilt': 6, 'jest': 6, 'bad': 6, 'wish': 6, 'less': 6, 'strength': 6, 'spoke': 6, 'tale': 6, 'yonder': 6, 'cheek': 6, 'Like': 6, 'Did': 6, 'youth': 6, 'en': 6, 'enemy': 6, 'nature': 6, 'kind': 6, 'through': 6, 'speaks': 6, 'murther': 6, 'Sweet': 6, 'company': 6, 'flowers': 6, 'itself': 6, 'cheeks': 6, 'wild': 6, 'cords': 6, 'Hie': 6, 'church': 6, 'fetch': 6, 'reason': 6, 'falls': 6, 'doom': 6, 'exile': 6, 'Upon': 6, 'lark': 6, 'Get': 6, 'Chief': 6, 'servant': 5, 'Gregory': 5, 'Maskers': 5, 'Two': 5, 'break': 5, 'ACT': 5, 'swords': 5, 'while': 5, 'quickly': 5, 'cut': 5, 'pretty': 5, 'hadst': 5, 'Montagues': 5, 'dare': 5, 'Abr': 5, 'side': 5, 'Turn': 5, 'hell': 5, 'pleasure': 5, 'withal': 5, 'scorn': 5, 'either': 5, 'dew': 5, 'sighs': 5, 'cause': 5, 'far': 5, 'Ere': 5, 'Could': 5, 'shrift': 5, 'nine': 5, 'sad': 5, 'Alas': 5, 'rough': 5, 'lead': 5, 'bright': 5, 'lov': 5, 'Cupid': 5, 'bow': 5, 'saint': 5, 'gold': 5, 'wise': 5, 'read': 5, 'honourable': 5, 'bride': 5, 'woo': 5, 'consent': 5, 'voice': 5, 'hold': 5, 'Such': 5, 'May': 5, 'written': 5, 'den': 5, 'fellow': 5, 'letters': 5, 'whom': 5, 'crow': 5, 'herself': 5, 'knowest': 5, 'Faith': 5, 'laid': 5, 'under': 5, 'quoth': 5, 'nay': 5, 'brow': 5, 'grace': 5, 'wast': 5, 'honour': 5, 'already': 5, 'yourself': 5, 'gives': 5, 'Servingman': 5, 'follow': 5, 'IV': 5, 'street': 5, 'five': 5, 'excuse': 5, 'dance': 5, 'wings': 5, 'rude': 5, 'care': 5, 'wits': 5, 'asleep': 5, 'things': 5, 'shape': 5, 'half': 5, 'state': 5, 'fingers': 5, 'dreams': 5, 'thus': 5, 'anger': 5, 'untimely': 5, 'longer': 5, 'musicians': 5, 'blessed': 5, 'truth': 5, 'fine': 5, 'thank': 5, 'honest': 5, 'heir': 5, 'wedding': 5, 'Anon': 5, 'power': 5, 'satisfied': 5, 'strange': 5, 'tree': 5, 'return': 5, 'tear': 5, 'form': 5, 'gave': 5, 'didst': 5, 'Hence': 5, 'Our': 5, 'Saint': 5, 'chide': 5, 'slow': 5, 'wench': 5, 'second': 5, 'lamentable': 5, 'ease': 5, 'hare': 5, 'joyful': 5, 'simple': 5, 'Boy': 5, 'Stand': 5, 'slew': 5, 'point': 5, 'living': 5, 'wake': 5, 'iron': 5, 'nephew': 4, 'Sampson': 4, 'Musicians': 4, 'Citizens': 4, 'Gentlemen': 4, 'civil': 4, 'fatal': 4, 'Whose': 4, 'piteous': 4, 'rage': 4, 'remove': 4, 'fought': 4, 'cruel': 4, 'known': 4, 'pass': 4, 'kinsmen': 4, 'among': 4, 'spite': 4, 'seek': 4, 'steel': 4, 'veins': 4, 'torture': 4, 'quiet': 4, 'streets': 4, 'pay': 4, 'along': 4, 'Came': 4, 'fray': 4, 'golden': 4, 'window': 4, 'East': 4, 'walk': 4, 'abroad': 4, 'city': 4, 'sought': 4, 'Away': 4, 'daylight': 4, 'Unless': 4, 'Both': 4, 'secret': 4, 'sadness': 4, 'anything': 4, 'seeming': 4, 'waking': 4, 'coz': 4, 'Tut': 4, 'th': 4, 'wisely': 4, 'forsworn': 4, 'vow': 4, 'hers': 4, 'ladies': 4, 'blind': 4, 'precious': 4, 'note': 4, 'hard': 4, 'change': 4, 'welcome': 4, 'names': 4, 'Signior': 4, 'thither': 4, 'lamb': 4, 'Were': 4, 'Yea': 4, 'left': 4, 'Peace': 4, 'count': 4, 'Thus': 4, 'brief': 4, 'lover': 4, 'mouse': 4, 'empty': 4, 'oft': 4, 'foul': 4, 'wind': 4, 'course': 4, 'ready': 4, 'Welcome': 4, 'ha': 4, 'worn': 4, 'dares': 4, 'Young': 4, 'town': 4, 'sake': 4, 'prepare': 4, 'yond': 4, 'birth': 4, 'ran': 4, 'conjure': 4, 'spirit': 4, 'open': 4, 'soft': 4, 'moon': 4, 'green': 4, 'wear': 4, 'bold': 4, 'Would': 4, 'wherefore': 4, 'hateful': 4, 'Art': 4, 'wash': 4, 'fain': 4, 'trust': 4, 'lightning': 4, 'jealous': 4, 'ghostly': 4, 'dry': 4, 'womb': 4, 'Within': 4, 'keeps': 4, 'met': 4, 'sure': 4, 'flies': 4, 'after': 4, 'broad': 4, 'hair': 4, 'gentlewoman': 4, 'fault': 4, 'something': 4, 'hoar': 4, 'sings': 4, 'Sir': 4, 'minute': 4, 'knave': 4, 'Commend': 4, 'knife': 4, 'swift': 4, 'Hast': 4, 'sour': 4, 'Fie': 4, 'heavens': 4, 'Church': 4, 'Either': 4, 'Draws': 4, 'Make': 4, 'Page': 4, 'friends': 4, 'loss': 4, 'shut': 4, 'damned': 4, 'Poor': 4, 'Father': 4, 'banish': 4, 'mercy': 4, 'Knock': 4, 'weeps': 4, 'slay': 4, 'Since': 4, 'coming': 4, 'doubt': 4, 'hope': 4, 'proud': 4, 'bridegroom': 4, 'patience': 4, 'rate': 4, 'alack': 4, 'needs': 4, 'buried': 4, 'Fellow': 4, 'Heart': 4, 'sell': 4, 'Apoth': 4, 'Laur': 4, 'strew': 4, 'intents': 4, 'THE': 3, 'Chorus': 3, 'each': 3, 'Franciscan': 3, 'Three': 3, 'cross': 3, 'bury': 3, 'children': 3, 'naught': 3, 'patient': 3, 'attend': 3, 'toil': 3, 'public': 3, 'strike': 3, 'weak': 3, 'slave': 3, 'goes': 3, 'thrust': 3, 'between': 3, 'sense': 3, 'Draw': 3, 'Servingmen': 3, 'begin': 3, 'ay': 3, 'Say': 3, 'Put': 3, 'four': 3, 'partisans': 3, 'pain': 3, 'airy': 3, 'disturb': 3, 'beseeming': 3, 'depart': 3, 'afternoon': 3, 'farther': 3, 'judgment': 3, 'yours': 3, 'approach': 3, 'fiery': 3, 'blows': 3, 'affections': 3, 'weary': 3, 'self': 3, 'humour': 3, 'Should': 3, 'curtains': 3, 'uncle': 3, 'learn': 3, 'cure': 3, 'please': 3, 'view': 3, 'proof': 3, 'Dost': 3, 'laugh': 3, 'rather': 3, 'oppression': 3, 'wrong': 3, 'lost': 3, 'urg': 3, 'woman': 3, 'right': 3, 'strong': 3, 'encounter': 3, 'dies': 3, 'sworn': 3, 'waste': 3, 'rul': 3, 'teach': 3, 'giving': 3, 'liberty': 3, 'beauties': 3, 'brows': 3, 'suit': 3, 'delight': 3, 'paper': 3, 'sirrah': 3, 'Find': 3, 'backward': 3, 'madman': 3, 'food': 3, 'Up': 3, 'supper': 3, 'cup': 3, 'seeing': 3, 'seems': 3, 'year': 3, 'Even': 3, 'Susan': 3, 'dug': 3, 'brain': 3, 'taste': 3, 'bitter': 3, 'Jule': 3, 'wretch': 3, 'choose': 3, 'cock': 3, 'knock': 3, 'stands': 3, 'wisdom': 3, 'Are': 3, 'summer': 3, 'lends': 3, 'cover': 3, 'possess': 3, 'fly': 3, 'guests': 3, 'date': 3, 'believe': 3, 'burthen': 3, 'visor': 3, 'blush': 3, 'burn': 3, 'vain': 3, 'going': 3, 'dreamt': 3, 'Mab': 3, 'small': 3, 'grey': 3, 'knees': 3, 'kisses': 3, 'Because': 3, 'anon': 3, 'substance': 3, 'inconstant': 3, 'clos': 3, 'sail': 3, 'save': 3, 'loves': 3, 'deny': 3, 'Am': 3, 'grown': 3, 'mask': 3, 'fellows': 3, 'rapier': 3, 'solemnity': 3, 'virtuous': 3, 'chance': 3, 'contrary': 3, 'hearts': 3, 'withdraw': 3, 'touch': 3, 'Kisses': 3, 'craves': 3, 'door': 3, 'passion': 3, 'likeness': 3, 'raise': 3, 'hid': 3, 'field': 3, 'wound': 3, 'knew': 3, 'business': 3, 'Unto': 3, 'white': 3, 'gaze': 3, 'Without': 3, 'Had': 3, 'drunk': 3, 'hundred': 3, 'walls': 3, 'lent': 3, 'Else': 3, 'dwell': 3, 'mayst': 3, 'fond': 3, 'confess': 3, 'cease': 3, 'flow': 3, 'exchange': 3, 'faithful': 3, 'purpose': 3, 'adieu': 3, 'worse': 3, 'toward': 3, 'clock': 3, 'almost': 3, 'wanton': 3, 'bird': 3, 'morn': 3, 'turns': 3, 'confession': 3, 'Holy': 3, 'truly': 3, 'Jesu': 3, 'stain': 3, 'chang': 3, 'pure': 3, 'devil': 3, 'immortal': 3, 'counterfeit': 3, 'courtesy': 3, 'courteous': 3, 'sold': 3, 'faint': 3, 'cry': 3, 'whole': 3, 'wide': 3, 'stop': 3, 'wouldst': 3, 'fan': 3, 'bawd': 3, 'spent': 3, 'meat': 3, 'dinner': 3, 'Pray': 3, 'occasion': 3, 'told': 3, 'protest': 3, 'devise': 3, 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'impeach': 1, 'purge': 1, 'Myself': 1, 'condemned': 1, 'excus': 1, 'Banish': 1, 'Betroth': 1, 'rid': 1, 'tutored': 1, 'intended': 1, 'dire': 1, 'force': 1, 'accident': 1, 'yesternight': 1, 'Return': 1, 'prefixed': 1, 'closely': 1, 'conveniently': 1, 'awaking': 1, 'entreated': 1, 'scare': 1, 'violence': 1, 'privy': 1, 'Miscarried': 1, 'sacrific': 1, 'rigour': 1, 'severest': 1, 'brought': 1, 'departed': 1, 'Their': 1, 'writes': 1, 'pothecary': 1, 'therewithal': 1, 'Montage': 1, 'scourge': 1, 'winking': 1, 'brace': 1, 'punish': 1, 'jointure': 1, 'demand': 1, 'Statue': 1, 'whiles': 1, 'figure': 1, 'sacrifices': 1, 'glooming': 1, 'punished': 1, 'omnes': 1, 'END': 1})\n"
     ]
    }
   ],
   "source": [
    "# c = Counter(a=4, b=2, c=0, d=-2)\n",
    "# word_freq=Counter(words)\n",
    "print(word_freq)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66a95af1",
   "metadata": {},
   "source": [
    "### 1.1 most_common(n) - 返回最常见的 n 个元素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "20121d07",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('the', 605), ('to', 491), ('and', 490)]\n"
     ]
    }
   ],
   "source": [
    "print(word_freq.most_common(3)) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2977ef12",
   "metadata": {},
   "source": [
    "### 2.2 update() - 更新计数器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "372ab2a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'a': 5, 'b': 3, 'c': 0, 'd': -1})\n"
     ]
    }
   ],
   "source": [
    "c.update(['a', 'b', 'd']) # 添加多个元素\n",
    "print(c) \n",
    "# c.update({'a': 3, 'e': 2})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9799e39e",
   "metadata": {},
   "source": [
    "### 2.3 subtract() - 减去计数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0588b846",
   "metadata": {},
   "outputs": [],
   "source": [
    "# c.subtract(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "791365f1",
   "metadata": {},
   "source": [
    "### 2.4 返回计数大于0的元素,elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c0f18bbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['a', 'a', 'a', 'a', 'a', 'b', 'b', 'b']\n"
     ]
    }
   ],
   "source": [
    "print(list(c.elements()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4841b21",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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